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Chapter 4 Networks in Their Surrounding Contexts - Cornell University

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4.4. TRACKING LINK FORMATION IN ON-LINE DATA 97<br />

person<br />

B<br />

A<br />

person<br />

(a) Triadic closure<br />

person<br />

B<br />

C<br />

person<br />

A<br />

person<br />

person<br />

B<br />

(c) Membership closure<br />

A<br />

focus<br />

(b) Focal closure<br />

Figure 4.6: Each of triadic closure, focal closure, and membership closure corresponds to the<br />

clos<strong>in</strong>g of a triangle <strong>in</strong> a social-affiliation network.<br />

C<br />

focus<br />

C<br />

person<br />

with that of her friend A. Cont<strong>in</strong>u<strong>in</strong>g the analogy with triadic closure, we will refer to<br />

this k<strong>in</strong>d of l<strong>in</strong>k formation as membership closure.<br />

Thus, three very different underly<strong>in</strong>g mechanisms — reflect<strong>in</strong>g triadic closure and aspects<br />

of selection and social <strong>in</strong>fluence — can be unified <strong>in</strong> this type of network as k<strong>in</strong>ds of closure:<br />

the formation of a l<strong>in</strong>k <strong>in</strong> cases where the two endpo<strong>in</strong>ts already have a neighbor <strong>in</strong> common.<br />

Figure 4.7 shows all three k<strong>in</strong>ds of closure processes at work: triadic closure leads to a new<br />

l<strong>in</strong>k between Anna and Claire; focal closure leads to a new l<strong>in</strong>k between Anna and Daniel;<br />

and membership closure leads to Bob’s affiliation with the karate club. Oversimplify<strong>in</strong>g the<br />

mechanisms at work, they can be summarized <strong>in</strong> the follow<strong>in</strong>g succ<strong>in</strong>ct way:<br />

(i) Bob <strong>in</strong>troduces Anna to Claire.<br />

(ii) Karate <strong>in</strong>troduces Anna to Daniel.<br />

(iii) Anna <strong>in</strong>troduces Bob to Karate.<br />

4.4 Track<strong>in</strong>g L<strong>in</strong>k Formation <strong>in</strong> On-L<strong>in</strong>e Data<br />

In this chapter and the previous one, we have identified a set of different mechanisms that<br />

lead to the formation of l<strong>in</strong>ks <strong>in</strong> social networks. These mechansisms are good examples

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